{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "936ec4fe",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from matplotlib import pyplot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "00d04ee8",
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "%config InlineBackend.figure_format='retina'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "8499fc2c",
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys\n",
    "sys.path.append('../')\n",
    "\n",
    "from track1_baseline_faiss.parse_results import parse_result_file, find_latest_version"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "38e8d46b",
   "metadata": {},
   "outputs": [],
   "source": [
    "dsname = \"text2image-10M\""
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3820d8b4",
   "metadata": {},
   "source": [
    "# Results on IVFFlat indexes\n",
    "\n",
    "This is to see how it performs without compression."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "ef3aa64a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 261,
       "width": 387
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for key in \"IVF16k\", \"IVF16k_HNSW\", \"IVF16k_2level\", \"IVF16k_2level_HNSW\": \n",
    "    \n",
    "\n",
    "    indexkey, res, keys, stats = parse_result_file(find_latest_version(\n",
    "                f\"../logs/{dsname}.{key}.b.log\"))\n",
    "    \n",
    "    if res.size == 0: \n",
    "        print(\"skip\", key)\n",
    "        continue\n",
    "    \n",
    "    r10 = res[:, 0]\n",
    "    qps = 1000 / res[:, 1]\n",
    "    \n",
    "    pyplot.semilogy(r10, qps, label=key)\n",
    "\n",
    "\n",
    "pyplot.xlabel(\"inter @ 10\")\n",
    "pyplot.ylabel(\"QPS\")\n",
    "pyplot.legend()\n",
    "pyplot.grid()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "140cd7a7",
   "metadata": {},
   "source": [
    "It performs pretty well, even in combination with HNSW and 2-level encoding. \n",
    "\n",
    "# Compression \n",
    "\n",
    "Here we fix the coarse quantizer and evaluate compression options"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "f01c7309",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "IVF16k\n",
      "IVF16k,PQ48\n",
      "IVF16k,PQ64\n",
      "IVF16k,RR192_PQ32\n",
      "IVF16k,SQ4\n",
      "IVF16k,SQ4_PCAR100\n",
      "IVF16k,SQ6\n",
      "IVF16k,SQ6_nores\n",
      "skip IVF16k,SQ6_nores\n",
      "IVF16k,SQ8\n",
      "IVF16k,SQ8_PQ32\n",
      "IVF16k,SQ8_PQ32_nores\n",
      "skip IVF16k,SQ8_PQ32_nores\n",
      "IVF16k,SQ8_nores\n",
      "skip IVF16k,SQ8_nores\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 792x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 440,
       "width": 666
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "allkeys=\"\"\"\n",
    "IVF16k IVF16k,SQ8 IVF16k,SQ8_nores \n",
    "IVF16k,SQ6 IVF16k,SQ6_nores \n",
    "IVF16k,SQ8_PQ32 IVF16k,SQ8_PQ32_nores \n",
    "IVF16k,SQ4 IVF16k,SQ4_PCAR100 \n",
    "IVF16k,RR192_PQ32 IVF16k,PQ64 IVF16k,PQ48\"\"\"\n",
    "\n",
    "for key in sorted(allkeys.split()): \n",
    "    print(key)\n",
    "    indexkey, res, keys, stats = parse_result_file(find_latest_version(\n",
    "                f\"../logs/{dsname}.{key}.b.log\"))\n",
    "    \n",
    "    if res.size == 0 or \"nores\" in key: \n",
    "        print(\"skip\", key)\n",
    "        continue\n",
    "    \n",
    "    r10 = res[:, 0]\n",
    "    qps = 1000 / res[:, 1]\n",
    "    \n",
    "    pyplot.semilogy(\n",
    "        r10, qps, \n",
    "        'o-' if \"PQ\" in key else \n",
    "        \"+-\" if \"SQ\" in key else \"-\", \n",
    "        label=indexkey or key)\n",
    "\n",
    "pyplot.title(dsname)\n",
    "pyplot.xlabel(\"inter @ 10\")\n",
    "pyplot.ylabel(\"QPS\")\n",
    "pyplot.legend()\n",
    "pyplot.grid()\n",
    "pyplot.gcf().set_size_inches(11, 7)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "c4edbd1f",
   "metadata": {},
   "outputs": [],
   "source": [
    "indexkey"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5e103039",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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